{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-11-13T16:12:26.338964400Z",
     "start_time": "2023-11-13T16:12:26.305962700Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from pandas import DataFrame, Series\n",
    "import glob\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.metrics import silhouette_score\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [],
   "source": [
    "from sklearn.cluster import  KMeans\n",
    "\n",
    "def runKmeans(data_frame: DataFrame):\n",
    "    job_description = data_frame[\"职位\"].explode().dropna().tolist()\n",
    "    job_requirements = data_frame[\"任职要求\"].explode().dropna().tolist()\n",
    "    \n",
    "    # TF-IDF向量化\n",
    "    vectorizer = TfidfVectorizer()\n",
    "    X_job_description = vectorizer.fit_transform(job_description)\n",
    "    X_job_requirements = vectorizer.fit_transform(job_requirements)\n",
    "    \n",
    "    # 尝试不同的中心点数量\n",
    "    num_clusters_to_try = range(70, 90)\n",
    "    \n",
    "    # 可视化\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    \n",
    "    # 聚类和可视化任职字段\n",
    "    plt.subplot(1, 2, 1)\n",
    "    silhouette_scores_job_description = []\n",
    "    for num_clusters in num_clusters_to_try:\n",
    "        kmeans = KMeans(n_clusters=num_clusters, random_state=42)\n",
    "        cluster_labels = kmeans.fit_predict(X_job_description)\n",
    "        silhouette_avg = silhouette_score(X_job_description, cluster_labels)\n",
    "        silhouette_scores_job_description.append(silhouette_avg)\n",
    "        \n",
    "    plt.plot(num_clusters_to_try, silhouette_scores_job_description, marker='o')\n",
    "    plt.xlabel('Number of Clusters')\n",
    "    plt.ylabel('Silhouette Score')\n",
    "    plt.title('Silhouette Score vs Number of Clusters (Job)')\n",
    "    \n",
    "    # 聚类和可视化任职要求字段\n",
    "    plt.subplot(1, 2, 2)\n",
    "    silhouette_scores_job_requirements = []\n",
    "    for num_clusters in num_clusters_to_try:\n",
    "        kmeans = KMeans(n_clusters=num_clusters+10, random_state=42)\n",
    "        cluster_labels = kmeans.fit_predict(X_job_requirements)\n",
    "        silhouette_avg = silhouette_score(X_job_requirements, cluster_labels)\n",
    "        silhouette_scores_job_requirements.append(silhouette_avg)\n",
    "    \n",
    "    plt.plot(num_clusters_to_try, silhouette_scores_job_requirements, marker='o')\n",
    "    plt.xlabel('Number of Clusters')\n",
    "    plt.ylabel('Silhouette Score')\n",
    "    plt.title('Silhouette Score vs Number of Clusters (Des)')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T16:12:26.351963500Z",
     "start_time": "2023-11-13T16:12:26.346963900Z"
    }
   },
   "id": "e6d3e24e201885c0"
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [],
   "source": [
    "def strToList(row):\n",
    "    row['职位'] = eval(row[\"职位\"])\n",
    "    row['任职要求'] = eval(row[\"任职要求\"])\n",
    "    return row"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T16:12:26.369964100Z",
     "start_time": "2023-11-13T16:12:26.354963600Z"
    }
   },
   "id": "d316ab846a7f2bce"
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "files = glob.glob(\"../Data/语料库创建result/*\")\n",
    "\n",
    "path_ = \"../Data/聚类/\"\n",
    "if not os.path.exists(path_):\n",
    "    os.mkdir(path_)\n",
    "\n",
    "for file in files:\n",
    "    if  \"linkedin\" in file:\n",
    "        file_name = file.replace('\\\\', '/').split('/')[-1]\n",
    "        save_path = path_ + file_name \n",
    "        df = pd.read_excel(file)\n",
    "        # 删除重复行\n",
    "        df = df.drop_duplicates(keep='last')\n",
    "        # 去掉缺失值\n",
    "        df = df.dropna(subset=['职位', '任职要求'])\n",
    "        df.apply(func=strToList, axis=1)\n",
    "        runKmeans(df)\n",
    "        # df_ = runKmeans(df)\n",
    "        # df_.to_excel(save_path)\n",
    "        # print(\"聚类结果 已保存到\",save_path)"
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